Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 12837 |
| Missing cells | 52364 |
| Missing cells (%) | 29.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.6 MiB |
| Average record size in memory | 211.1 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 8 |
| Categorical | 2 |
| Unsupported | 3 |
snow has constant value "1.0" | Constant |
city is highly overall correlated with lat and 1 other fields | High correlation |
lat is highly overall correlated with city and 2 other fields | High correlation |
lon is highly overall correlated with city and 2 other fields | High correlation |
pres is highly overall correlated with tavg and 2 other fields | High correlation |
tavg is highly overall correlated with pres and 2 other fields | High correlation |
tmax is highly overall correlated with pres and 2 other fields | High correlation |
tmin is highly overall correlated with pres and 2 other fields | High correlation |
wspd is highly overall correlated with lat and 1 other fields | High correlation |
prcp has 872 (6.8%) missing values | Missing |
snow has 12836 (> 99.9%) missing values | Missing |
wdir has 12837 (100.0%) missing values | Missing |
wpgt has 12837 (100.0%) missing values | Missing |
tsun has 12837 (100.0%) missing values | Missing |
city is uniformly distributed | Uniform |
wdir is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
wpgt is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tsun is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
prcp has 9635 (75.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-17 13:39:15.968058 |
|---|---|
| Analysis finished | 2025-10-17 13:39:25.380577 |
| Duration | 9.41 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
time
Date
| Distinct | 1610 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.4 KiB |
| Minimum | 2021-02-02 00:00:00 |
|---|---|
| Maximum | 2025-06-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
tavg
Real number (ℝ)
High correlation
| Distinct | 473 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.294368 |
| Minimum | -9 |
|---|---|
| Maximum | 40.3 |
| Zeros | 13 |
| Zeros (%) | 0.1% |
| Negative | 314 |
| Negative (%) | 2.4% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | -9 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 16 |
| median | 24.4 |
| Q3 | 29.9 |
| 95-th percentile | 34.2 |
| Maximum | 40.3 |
| Range | 49.3 |
| Interquartile range (IQR) | 13.9 |
Descriptive statistics
| Standard deviation | 9.4987645 |
|---|---|
| Coefficient of variation (CV) | 0.42606117 |
| Kurtosis | -0.124155 |
| Mean | 22.294368 |
| Median Absolute Deviation (MAD) | 6.4 |
| Skewness | -0.73018973 |
| Sum | 286192.8 |
| Variance | 90.226527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.4 | 106 | 0.8% |
| 30.3 | 104 | 0.8% |
| 30.2 | 102 | 0.8% |
| 30.1 | 95 | 0.7% |
| 30.8 | 91 | 0.7% |
| 29.3 | 91 | 0.7% |
| 30.6 | 88 | 0.7% |
| 28.8 | 88 | 0.7% |
| 29.7 | 83 | 0.6% |
| 27.8 | 82 | 0.6% |
| Other values (463) | 11907 |
| Value | Count | Frequency (%) |
| -9 | 1 | |
| -8.1 | 1 | |
| -8 | 2 | |
| -7.7 | 1 | |
| -7.6 | 1 | |
| -7.5 | 1 | |
| -7.3 | 1 | |
| -7.1 | 2 | |
| -6.9 | 1 | |
| -6.8 | 2 |
| Value | Count | Frequency (%) |
| 40.3 | 1 | < 0.1% |
| 39.6 | 1 | < 0.1% |
| 39.5 | 2 | |
| 39.4 | 1 | < 0.1% |
| 39.3 | 1 | < 0.1% |
| 39.2 | 3 | |
| 39.1 | 3 | |
| 39 | 1 | < 0.1% |
| 38.9 | 1 | < 0.1% |
| 38.8 | 2 |
tmin
Real number (ℝ)
High correlation
| Distinct | 464 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 6 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.73264 |
| Minimum | -13.8 |
|---|---|
| Maximum | 34 |
| Zeros | 26 |
| Zeros (%) | 0.2% |
| Negative | 747 |
| Negative (%) | 5.8% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | -13.8 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 10 |
| median | 18.1 |
| Q3 | 25 |
| 95-th percentile | 29 |
| Maximum | 34 |
| Range | 47.8 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 9.558567 |
|---|---|
| Coefficient of variation (CV) | 0.57125278 |
| Kurtosis | -0.40496736 |
| Mean | 16.73264 |
| Median Absolute Deviation (MAD) | 7.4 |
| Skewness | -0.58915085 |
| Sum | 214696.5 |
| Variance | 91.366203 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 239 | 1.9% |
| 27 | 217 | 1.7% |
| 25 | 213 | 1.7% |
| 24 | 191 | 1.5% |
| 28 | 185 | 1.4% |
| 23 | 171 | 1.3% |
| 22 | 158 | 1.2% |
| 20 | 147 | 1.1% |
| 21 | 142 | 1.1% |
| 19 | 132 | 1.0% |
| Other values (454) | 11036 |
| Value | Count | Frequency (%) |
| -13.8 | 1 | |
| -13.7 | 1 | |
| -13.4 | 2 | |
| -13.2 | 2 | |
| -13.1 | 1 | |
| -13 | 1 | |
| -12.7 | 1 | |
| -12.6 | 1 | |
| -12.4 | 2 | |
| -12.3 | 1 |
| Value | Count | Frequency (%) |
| 34 | 3 | |
| 33.8 | 1 | < 0.1% |
| 33.5 | 3 | |
| 33.4 | 2 | < 0.1% |
| 33.3 | 4 | |
| 33.2 | 2 | < 0.1% |
| 33 | 7 | |
| 32.9 | 1 | < 0.1% |
| 32.8 | 3 | |
| 32.7 | 1 | < 0.1% |
tmax
Real number (ℝ)
High correlation
| Distinct | 512 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.171235 |
| Minimum | -7.7 |
|---|---|
| Maximum | 48.8 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 119 |
| Negative (%) | 0.9% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | -7.7 |
|---|---|
| 5-th percentile | 7.47 |
| Q1 | 22.5 |
| median | 30.3 |
| Q3 | 35.5 |
| 95-th percentile | 41 |
| Maximum | 48.8 |
| Range | 56.5 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.8966538 |
|---|---|
| Coefficient of variation (CV) | 0.35130351 |
| Kurtosis | 0.41120531 |
| Mean | 28.171235 |
| Median Absolute Deviation (MAD) | 6.2 |
| Skewness | -0.8691486 |
| Sum | 361577.8 |
| Variance | 97.943757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 230 | 1.8% |
| 37 | 205 | 1.6% |
| 34 | 199 | 1.6% |
| 36 | 184 | 1.4% |
| 33 | 174 | 1.4% |
| 39 | 170 | 1.3% |
| 35.5 | 169 | 1.3% |
| 38 | 167 | 1.3% |
| 34.5 | 158 | 1.2% |
| 32 | 155 | 1.2% |
| Other values (502) | 11024 |
| Value | Count | Frequency (%) |
| -7.7 | 1 | < 0.1% |
| -6.4 | 1 | < 0.1% |
| -6.2 | 1 | < 0.1% |
| -5.8 | 2 | |
| -5.5 | 1 | < 0.1% |
| -4.9 | 1 | < 0.1% |
| -4.6 | 2 | |
| -4.5 | 1 | < 0.1% |
| -4.3 | 3 | |
| -4.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 48.8 | 1 | |
| 48.4 | 1 | |
| 48.2 | 1 | |
| 47.5 | 1 | |
| 47.3 | 2 | |
| 47.1 | 1 | |
| 47 | 1 | |
| 46.7 | 1 | |
| 46.6 | 2 | |
| 46.5 | 2 |
prcp
Real number (ℝ)
Missing Zeros
| Distinct | 323 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 872 |
| Missing (%) | 6.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5143502 |
| Minimum | 0 |
|---|---|
| Maximum | 144.1 |
| Zeros | 9635 |
| Zeros (%) | 75.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 8.9 |
| Maximum | 144.1 |
| Range | 144.1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.5279147 |
|---|---|
| Coefficient of variation (CV) | 4.3107035 |
| Kurtosis | 105.3463 |
| Mean | 1.5143502 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.6158078 |
| Sum | 18119.2 |
| Variance | 42.61367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9635 | |
| 1 | 127 | 1.0% |
| 0.1 | 108 | 0.8% |
| 0.2 | 95 | 0.7% |
| 0.3 | 80 | 0.6% |
| 0.5 | 77 | 0.6% |
| 2 | 63 | 0.5% |
| 0.4 | 60 | 0.5% |
| 3 | 53 | 0.4% |
| 0.6 | 48 | 0.4% |
| Other values (313) | 1619 | 12.6% |
| (Missing) | 872 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 9635 | |
| 0.1 | 108 | 0.8% |
| 0.2 | 95 | 0.7% |
| 0.3 | 80 | 0.6% |
| 0.4 | 60 | 0.5% |
| 0.5 | 77 | 0.6% |
| 0.6 | 48 | 0.4% |
| 0.7 | 39 | 0.3% |
| 0.8 | 43 | 0.3% |
| 0.9 | 30 | 0.2% |
| Value | Count | Frequency (%) |
| 144.1 | 1 | |
| 132.1 | 1 | |
| 110 | 2 | |
| 109.2 | 1 | |
| 105.9 | 1 | |
| 102.1 | 2 | |
| 94 | 1 | |
| 85.1 | 1 | |
| 83.1 | 1 | |
| 81 | 1 |
snow
Categorical
Constant Missing
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12836 |
| Missing (%) | > 99.9% |
| Memory size | 702.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 1.0 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1 | < 0.1% |
| (Missing) | 12836 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
wdir
Unsupported
Missing Rejected Unsupported
| Missing | 12837 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 100.4 KiB |
wspd
Real number (ℝ)
High correlation
| Distinct | 358 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 68 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.345587 |
| Minimum | 0 |
|---|---|
| Maximum | 44 |
| Zeros | 29 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 5.3 |
| median | 9.1 |
| Q3 | 14.1 |
| 95-th percentile | 23.8 |
| Maximum | 44 |
| Range | 44 |
| Interquartile range (IQR) | 8.8 |
Descriptive statistics
| Standard deviation | 6.7651239 |
|---|---|
| Coefficient of variation (CV) | 0.65391397 |
| Kurtosis | 0.7179358 |
| Mean | 10.345587 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | 0.93117666 |
| Sum | 132102.8 |
| Variance | 45.766901 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 108 | 0.8% |
| 6.3 | 107 | 0.8% |
| 5.2 | 103 | 0.8% |
| 5.8 | 102 | 0.8% |
| 6.4 | 97 | 0.8% |
| 7 | 97 | 0.8% |
| 7.4 | 96 | 0.7% |
| 7.8 | 96 | 0.7% |
| 7.2 | 96 | 0.7% |
| 5.1 | 94 | 0.7% |
| Other values (348) | 11773 |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 0.1 | 15 | 0.1% |
| 0.2 | 57 | |
| 0.3 | 25 | 0.2% |
| 0.4 | 49 | |
| 0.5 | 45 | |
| 0.6 | 41 | |
| 0.7 | 19 | 0.1% |
| 0.8 | 69 | |
| 0.9 | 28 |
| Value | Count | Frequency (%) |
| 44 | 1 | |
| 41.2 | 1 | |
| 39.6 | 1 | |
| 38.4 | 1 | |
| 38.3 | 1 | |
| 37.9 | 2 | |
| 37.6 | 1 | |
| 37.5 | 1 | |
| 37.3 | 1 | |
| 36.8 | 2 |
wpgt
Unsupported
Missing Rejected Unsupported
| Missing | 12837 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 100.4 KiB |
pres
Real number (ℝ)
High correlation
| Distinct | 454 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 69 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1010.3878 |
| Minimum | 989.9 |
|---|---|
| Maximum | 1045.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | 989.9 |
|---|---|
| 5-th percentile | 997.4 |
| Q1 | 1003.6 |
| median | 1010.8 |
| Q3 | 1016.6 |
| 95-th percentile | 1023 |
| Maximum | 1045.7 |
| Range | 55.8 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.3340157 |
|---|---|
| Coefficient of variation (CV) | 0.0082483333 |
| Kurtosis | -0.49260317 |
| Mean | 1010.3878 |
| Median Absolute Deviation (MAD) | 6.4 |
| Skewness | 0.13997642 |
| Sum | 12900632 |
| Variance | 69.455818 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1013.2 | 75 | 0.6% |
| 1017.2 | 75 | 0.6% |
| 1015.5 | 74 | 0.6% |
| 1015.2 | 73 | 0.6% |
| 1016.6 | 73 | 0.6% |
| 1014.8 | 71 | 0.6% |
| 1016.1 | 71 | 0.6% |
| 1016.9 | 69 | 0.5% |
| 1013 | 69 | 0.5% |
| 1015.9 | 68 | 0.5% |
| Other values (444) | 12050 | |
| (Missing) | 69 | 0.5% |
| Value | Count | Frequency (%) |
| 989.9 | 1 | < 0.1% |
| 991 | 1 | < 0.1% |
| 991.1 | 1 | < 0.1% |
| 991.2 | 1 | < 0.1% |
| 991.3 | 2 | |
| 991.4 | 1 | < 0.1% |
| 991.6 | 1 | < 0.1% |
| 991.7 | 3 | |
| 991.8 | 3 | |
| 991.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1045.7 | 1 | |
| 1042.5 | 1 | |
| 1041.4 | 1 | |
| 1040.3 | 2 | |
| 1040 | 1 | |
| 1039.6 | 1 | |
| 1039.2 | 1 | |
| 1038.3 | 1 | |
| 1038 | 1 | |
| 1037.5 | 1 |
tsun
Unsupported
Missing Rejected Unsupported
| Missing | 12837 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 100.4 KiB |
city
Categorical
High correlation Uniform
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 703.7 KiB |
| Lahore | |
|---|---|
| Islamabad | |
| Hyderabad | |
| Quetta | |
| Multan | |
| Other values (3) |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.1268988 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Karachi |
|---|---|
| 2nd row | Karachi |
| 3rd row | Karachi |
| 4th row | Karachi |
| 5th row | Karachi |
Common Values
| Value | Count | Frequency (%) |
| Lahore | 1610 | |
| Islamabad | 1610 | |
| Hyderabad | 1610 | |
| Quetta | 1609 | |
| Multan | 1609 | |
| Peshawar | 1608 | |
| Skardu | 1591 | |
| Karachi | 1590 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lahore | 1610 | |
| islamabad | 1610 | |
| hyderabad | 1610 | |
| quetta | 1609 | |
| multan | 1609 | |
| peshawar | 1608 | |
| skardu | 1591 | |
| karachi | 1590 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 20865 | |
| r | 8009 | 8.8% |
| e | 6437 | 7.0% |
| d | 6421 | 7.0% |
| t | 4827 | 5.3% |
| u | 4809 | 5.3% |
| h | 4808 | 5.3% |
| b | 3220 | 3.5% |
| l | 3219 | 3.5% |
| s | 3218 | 3.5% |
| Other values (16) | 25655 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 91488 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 20865 | |
| r | 8009 | 8.8% |
| e | 6437 | 7.0% |
| d | 6421 | 7.0% |
| t | 4827 | 5.3% |
| u | 4809 | 5.3% |
| h | 4808 | 5.3% |
| b | 3220 | 3.5% |
| l | 3219 | 3.5% |
| s | 3218 | 3.5% |
| Other values (16) | 25655 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 91488 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 20865 | |
| r | 8009 | 8.8% |
| e | 6437 | 7.0% |
| d | 6421 | 7.0% |
| t | 4827 | 5.3% |
| u | 4809 | 5.3% |
| h | 4808 | 5.3% |
| b | 3220 | 3.5% |
| l | 3219 | 3.5% |
| s | 3218 | 3.5% |
| Other values (16) | 25655 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 91488 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 20865 | |
| r | 8009 | 8.8% |
| e | 6437 | 7.0% |
| d | 6421 | 7.0% |
| t | 4827 | 5.3% |
| u | 4809 | 5.3% |
| h | 4808 | 5.3% |
| b | 3220 | 3.5% |
| l | 3219 | 3.5% |
| s | 3218 | 3.5% |
| Other values (16) | 25655 |
lat
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.648902 |
| Minimum | 24.8607 |
|---|---|
| Maximum | 35.335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | 24.8607 |
|---|---|
| 5-th percentile | 24.8607 |
| Q1 | 30.1575 |
| median | 31.5497 |
| Q3 | 33.6844 |
| 95-th percentile | 35.335 |
| Maximum | 35.335 |
| Range | 10.4743 |
| Interquartile range (IQR) | 3.5269 |
Descriptive statistics
| Standard deviation | 3.6149293 |
|---|---|
| Coefficient of variation (CV) | 0.11794645 |
| Kurtosis | -1.1192342 |
| Mean | 30.648902 |
| Median Absolute Deviation (MAD) | 2.1347 |
| Skewness | -0.44665505 |
| Sum | 393439.96 |
| Variance | 13.067714 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.5497 | 1610 | |
| 33.6844 | 1610 | |
| 25.396 | 1610 | |
| 30.1798 | 1609 | |
| 30.1575 | 1609 | |
| 34.0151 | 1608 | |
| 35.335 | 1591 | |
| 24.8607 | 1590 |
| Value | Count | Frequency (%) |
| 24.8607 | 1590 | |
| 25.396 | 1610 | |
| 30.1575 | 1609 | |
| 30.1798 | 1609 | |
| 31.5497 | 1610 | |
| 33.6844 | 1610 | |
| 34.0151 | 1608 | |
| 35.335 | 1591 |
| Value | Count | Frequency (%) |
| 35.335 | 1591 | |
| 34.0151 | 1608 | |
| 33.6844 | 1610 | |
| 31.5497 | 1610 | |
| 30.1798 | 1609 | |
| 30.1575 | 1609 | |
| 25.396 | 1610 | |
| 24.8607 | 1590 |
lon
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.040349 |
| Minimum | 66.975 |
|---|---|
| Maximum | 75.549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 100.4 KiB |
Quantile statistics
| Minimum | 66.975 |
|---|---|
| 5-th percentile | 66.975 |
| Q1 | 68.3578 |
| median | 71.5249 |
| Q3 | 73.0479 |
| 95-th percentile | 75.549 |
| Maximum | 75.549 |
| Range | 8.574 |
| Interquartile range (IQR) | 4.6901 |
Descriptive statistics
| Standard deviation | 3.0737362 |
|---|---|
| Coefficient of variation (CV) | 0.04326747 |
| Kurtosis | -1.4101326 |
| Mean | 71.040349 |
| Median Absolute Deviation (MAD) | 2.8187 |
| Skewness | -0.071720082 |
| Sum | 911944.96 |
| Variance | 9.4478541 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.5249 | 3217 | |
| 73.0479 | 1610 | |
| 74.3436 | 1610 | |
| 68.3578 | 1610 | |
| 66.975 | 1609 | |
| 75.549 | 1591 | |
| 67.0011 | 1590 |
| Value | Count | Frequency (%) |
| 66.975 | 1609 | |
| 67.0011 | 1590 | |
| 68.3578 | 1610 | |
| 71.5249 | 3217 | |
| 73.0479 | 1610 | |
| 74.3436 | 1610 | |
| 75.549 | 1591 |
| Value | Count | Frequency (%) |
| 75.549 | 1591 | |
| 74.3436 | 1610 | |
| 73.0479 | 1610 | |
| 71.5249 | 3217 | |
| 68.3578 | 1610 | |
| 67.0011 | 1590 | |
| 66.975 | 1609 |
Interactions
Correlations
| city | lat | lon | prcp | pres | tavg | tmax | tmin | wspd | |
|---|---|---|---|---|---|---|---|---|---|
| city | 1.000 | 1.000 | 1.000 | 0.050 | 0.221 | 0.305 | 0.312 | 0.282 | 0.354 |
| lat | 1.000 | 1.000 | 0.717 | 0.271 | 0.284 | -0.390 | -0.357 | -0.428 | -0.519 |
| lon | 1.000 | 0.717 | 1.000 | 0.271 | 0.167 | -0.209 | -0.222 | -0.190 | -0.634 |
| prcp | 0.050 | 0.271 | 0.271 | 1.000 | 0.004 | -0.159 | -0.233 | -0.076 | -0.076 |
| pres | 0.221 | 0.284 | 0.167 | 0.004 | 1.000 | -0.903 | -0.852 | -0.901 | -0.419 |
| tavg | 0.305 | -0.390 | -0.209 | -0.159 | -0.903 | 1.000 | 0.970 | 0.961 | 0.407 |
| tmax | 0.312 | -0.357 | -0.222 | -0.233 | -0.852 | 0.970 | 1.000 | 0.890 | 0.372 |
| tmin | 0.282 | -0.428 | -0.190 | -0.076 | -0.901 | 0.961 | 0.890 | 1.000 | 0.439 |
| wspd | 0.354 | -0.519 | -0.634 | -0.076 | -0.419 | 0.407 | 0.372 | 0.439 | 1.000 |
Missing values
Sample
| time | tavg | tmin | tmax | prcp | snow | wdir | wspd | wpgt | pres | tsun | city | lat | lon | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021-02-02 | 20.6 | 17.0 | 25.0 | 0.0 | NaN | NaN | 10.8 | NaN | 1017.5 | NaN | Karachi | 24.8607 | 67.0011 |
| 1 | 2021-02-03 | 20.7 | 16.1 | 25.5 | 0.0 | NaN | NaN | 10.9 | NaN | 1015.6 | NaN | Karachi | 24.8607 | 67.0011 |
| 2 | 2021-02-04 | 21.5 | 16.1 | 26.5 | 0.0 | NaN | NaN | 19.1 | NaN | 1016.3 | NaN | Karachi | 24.8607 | 67.0011 |
| 3 | 2021-02-05 | 20.5 | 15.4 | 25.3 | 0.0 | NaN | NaN | 14.1 | NaN | 1018.1 | NaN | Karachi | 24.8607 | 67.0011 |
| 4 | 2021-02-06 | 19.6 | 13.2 | 25.7 | 0.0 | NaN | NaN | 12.5 | NaN | 1018.1 | NaN | Karachi | 24.8607 | 67.0011 |
| 5 | 2021-02-07 | 20.0 | 13.9 | 25.7 | 0.0 | NaN | NaN | 12.3 | NaN | 1017.7 | NaN | Karachi | 24.8607 | 67.0011 |
| 6 | 2021-02-08 | 20.4 | 13.9 | 27.0 | 0.0 | NaN | NaN | 11.6 | NaN | 1017.5 | NaN | Karachi | 24.8607 | 67.0011 |
| 7 | 2021-02-09 | 20.9 | 17.0 | 25.7 | 0.0 | NaN | NaN | 12.0 | NaN | 1015.0 | NaN | Karachi | 24.8607 | 67.0011 |
| 8 | 2021-02-10 | 21.6 | 15.0 | 29.1 | 0.0 | NaN | NaN | 10.1 | NaN | 1013.1 | NaN | Karachi | 24.8607 | 67.0011 |
| 9 | 2021-02-11 | 22.5 | 16.8 | 29.1 | 0.0 | NaN | NaN | 10.0 | NaN | 1012.7 | NaN | Karachi | 24.8607 | 67.0011 |
| time | tavg | tmin | tmax | prcp | snow | wdir | wspd | wpgt | pres | tsun | city | lat | lon | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12827 | 2025-06-21 | 23.0 | 14.0 | 32.0 | 0.7 | NaN | NaN | 4.3 | NaN | 1007.1 | NaN | Skardu | 35.335 | 75.549 |
| 12828 | 2025-06-22 | 22.3 | 16.7 | 32.5 | 5.2 | NaN | NaN | 4.2 | NaN | 1007.6 | NaN | Skardu | 35.335 | 75.549 |
| 12829 | 2025-06-23 | 23.2 | 17.0 | 32.0 | 0.0 | NaN | NaN | 4.7 | NaN | 1005.7 | NaN | Skardu | 35.335 | 75.549 |
| 12830 | 2025-06-24 | 24.3 | 16.5 | 35.0 | 0.0 | NaN | NaN | 4.3 | NaN | 1004.2 | NaN | Skardu | 35.335 | 75.549 |
| 12831 | 2025-06-25 | 25.3 | 17.5 | 36.0 | 0.0 | NaN | NaN | 3.9 | NaN | 1004.5 | NaN | Skardu | 35.335 | 75.549 |
| 12832 | 2025-06-26 | 25.2 | 17.5 | 33.0 | 0.0 | NaN | NaN | 5.0 | NaN | 1005.9 | NaN | Skardu | 35.335 | 75.549 |
| 12833 | 2025-06-27 | 24.0 | 19.6 | 34.0 | 23.7 | NaN | NaN | 6.3 | NaN | 1008.5 | NaN | Skardu | 35.335 | 75.549 |
| 12834 | 2025-06-28 | 22.4 | 17.7 | 32.0 | 5.1 | NaN | NaN | 3.4 | NaN | 1007.9 | NaN | Skardu | 35.335 | 75.549 |
| 12835 | 2025-06-29 | 23.9 | 17.0 | 33.0 | 1.1 | NaN | NaN | 5.3 | NaN | 1002.5 | NaN | Skardu | 35.335 | 75.549 |
| 12836 | 2025-06-30 | 23.2 | 17.9 | 30.0 | 1.9 | NaN | NaN | 5.0 | NaN | 1002.4 | NaN | Skardu | 35.335 | 75.549 |